# Corporate cards: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "corporate card program" and as "business credit card with spend controls", six framings each, to fourteen models with search on, on behalf of a mid-market B2B company. Page: https://www.gane.ai/index/finance/spend/corporate-cards/2026-11

**Standing:** Ramp leads with 67% of first choices; verdict clear leader. 51 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Ramp](https://www.gane.ai/index/finance/vendors/ramp/index.md) | 67% | 6% | 66 |
| 2 | [BILL Spend & Expense](https://www.gane.ai/index/finance/vendors/bill-spend-expense/index.md) | 12% | 4% | 46 |
| 3 | [Brex](https://www.gane.ai/index/finance/vendors/brex/index.md) | 6% | 19% | 57 |
| 5 | [Rippling Spend](https://www.gane.ai/index/finance/vendors/rippling-spend/index.md) | 2% | 0% | 20 |
| 11 | [Rho](https://www.gane.ai/index/finance/vendors/rho/index.md) | 0% | 0% | 24 |
| 12 | [American Express Corporate Card](https://www.gane.ai/index/finance/vendors/american-express-corporate-card/index.md) | 0% | 20% | 30 |
| 18 | [Chase](https://www.gane.ai/index/finance/vendors/chase/index.md) | 0% | 20% | 10 |

Rank is by share of first choices among all 91 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: Airbase, Ramp; alternatives BILL Spend & Expense, Navan
- GPT-5.4 mini: Ramp; alternatives BILL Spend & Expense, Brex, Navan, Rippling Spend
- Gemini 3.5 Flash: Ramp; alternatives American Express Corporate Card, BILL Spend & Expense, Brex, Rippling Spend
- Perplexity Sonar: Ramp; alternatives Airbase, American Express Corporate Card, BILL Spend & Expense, Brex
- Grok 4.20: Ramp; alternatives Brex, Emburse, Rho, U.S. Bank Commercial Rewards Card
- Mistral Small: Brex, Ramp; alternatives Emburse Spend Card, U.S. Bank Commercial Rewards Card
- DeepSeek V4 Flash: Ramp; alternatives BILL Spend & Expense, Brex, Rho, Rippling Spend
- Llama 4 Maverick: Ramp; alternatives BILL Spend & Expense, Brex, U.S. Bank Commercial Rewards Card
- Qwen 3.7 Flash: Ramp; alternatives American Express Corporate Card, BILL Spend & Expense
- Kimi K2: Ramp; alternatives Brex, Mesh Payments
- GLM 4.7 FlashX: Ramp; alternatives American Express Business Platinum, BILL Spend & Expense, Brex, Rippling Spend
- MiniMax M2.5: Ramp; alternatives American Express Corporate Card, BILL Spend & Expense, Brex, U.S. Bank Commercial Rewards Card
- GPT-6 Luna: Ramp; alternatives American Express Corporate Card, BILL Spend & Expense, Brex
- Muse Glimmer 30B: Ramp; alternatives American Express Corporate Platinum Card®, BILL Spend & Expense, Brex, U.S. Bank Commercial Rewards Card

## Sources the answers cite

72 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- techrepublic.com: 33 answers, 34 citations
- bill.com: 30 answers, 36 citations
- ramp.com: 29 answers, 49 citations
- americanexpress.com: 26 answers, 41 citations
- nerdwallet.com: 26 answers, 29 citations
- brex.com: 25 answers, 40 citations
- merchantmaverick.com: 21 answers, 27 citations
- forbes.com: 21 answers, 23 citations

Pages named in the most answers:

- https://techrepublic.com/article/best-corporate-cards (32 answers)
- https://nerdwallet.com/business/credit-cards/best/corporate (23 answers)
- https://merchantmaverick.com/the-best-corporate-credit-cards (19 answers)
- https://bill.com/blog/best-corporate-credit-cards (17 answers)
- https://cnbc.com/select/best-corporate-credit-cards (17 answers)
- https://ramp.com/corporate-cards (15 answers)
- https://creditcards.com/business (12 answers)
- https://fitsmallbusiness.com/best-corporate-cards (12 answers)
- https://forbes.com/advisor/credit-cards/best-corporate-credit-cards (11 answers)
- https://ofx.com/en-us/blog/best-corporate-card (11 answers)

## Warned against

- Brex: 11 of 57 labels negative. "Options to Skip If You Have a Limited Budget - Brex: ... Not ideal for budget-conscious small businesses." (DeepSeek V4 Flash, budget prompt)
- American Express Corporate Card: 6 of 30 labels negative. "Avoid cards from Chase, Amex, Capital One, BofA, and U.S. Bank if you don't want to risk personal credit." (Mistral Small, negative prompt)
- Ramp: 4 of 66 labels negative. "The business is NOT BBB Accredited... Risk-based limit changes are a known operational feature" (Muse Glimmer 30B, negative prompt)
- CorTrust Bank Visa Business Card: 2 of 2 labels negative. "Experts advise avoiding it because it leaves "money on the table"" (Qwen 3.7 Flash, negative prompt)

## Movement since October 2026

Floor: 10 points of share, measured on the calibration repeat.
Same leader: Ramp at 67%.

- Ramp: 52% to 67%, +15. Cleared the floor by 5 points · rank 1 of 91, unchanged.
- BILL Spend & Expense: 19% to 12%, −7. Inside the floor by 3 points · rank 2 of 91, unchanged.
- Corpay: 7% to 0%, −7. Inside the floor by 3 points · rank 4 → 91 of 91.
- Brex: 12% to 6%, −6. Inside the floor by 4 points · rank 3 of 91, unchanged.
- Airbase: 3% to 2%, −1. Inside the floor by 9 points · rank 5 → 6 of 91.
- Rippling Spend: 2% to 2%, ±0. Inside the floor by 10 points · rank 6 → 5 of 91.
- Rho: 0% to 0%, ±0. Inside the floor by 10 points · rank 13 → 11 of 91.
- American Express Corporate Card: 0% to 0%, ±0. Inside the floor by 10 points · rank 12 of 91, unchanged.
- Chase: 0% to 0%, ±0. Inside the floor by 10 points · rank 66 → 18 of 91.

## Record

- Method: https://www.gane.ai/index/finance/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/finance.